diff --git a/content/develop/interact/search-and-query/query/vector-search.md b/content/develop/interact/search-and-query/query/vector-search.md
index 93969fa41d..4406301b1e 100644
--- a/content/develop/interact/search-and-query/query/vector-search.md
+++ b/content/develop/interact/search-and-query/query/vector-search.md
@@ -46,9 +46,9 @@ You can read more about the `PARAMS` argument in the [FT.SEARCH]({{< baseurl >}}
 
 The following example shows you how to query for three bikes based on their description embeddings, and by using the field alias `vector`. The result is returned in ascending order based on the distance. You can see that the query only returns the fields `__vector_score` and `description`. The field `__vector_score` is present by default. Because you can have multiple vector fields in your schema, the vector score field name depends on the name of the vector field. If you change the field name `@vector` to `@foo`, the score field name changes to `__foo_score`.
 
-```
+{{< clients-example query_vector vector1 >}}
 FT.SEARCH idx:bikes_vss "(*)=>[KNN 3 @vector $query_vector]" PARAMS 2 "query_vector" "Z\xf8\x15:\xf23\xa1\xbfZ\x1dI>\r\xca9..." SORTBY "__vector_score" ASC RETURN 2 "__vector_score" "description" DIALECT 2
-```
+{{< /clients-example >}}
 
 <!-- Python query>
 query = (
@@ -60,7 +60,7 @@ query = (
 </!-->
 
 {{% alert title="Note" color="warning" %}}
-The binary value of the query vector is significantly shortened in this example.
+The binary value of the query vector is significantly shortened in the CLI example above.
 {{% /alert  %}}
 
 
@@ -93,9 +93,9 @@ By default, [`FT.SEARCH`]({{< baseurl >}}/commands/ft.search/) returns only the
 
 The example below shows a radius query that returns the description and the distance within a radius of `0.5`. The result is sorted by the distance.
 
-```
+{{< clients-example query_vector vector2 >}}
 FT.SEARCH idx:bikes_vss "@vector:[VECTOR_RANGE 0.5 $query_vector]=>{$YIELD_DISTANCE_AS: vector_dist}" PARAMS 2 "query_vector" "Z\xf8\x15:\xf23\xa1\xbfZ\x1dI>\r\xca9..." SORTBY vector_dist ASC RETURN 2 vector_dist description DIALECT 2
-```
+{{< /clients-example >}}
 
 <!-- Python query>
 query = (